{"id":"W4414566528","doi":"","title":"Affine Feedforward Stochastic (AFS) Neural Network","year":2025,"lang":"en","type":"other","venue":"Toulouse Capitole Publications (University Toulouse 1 Capitole)","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004072614,0.0006010652,0.0005963512,0.0004012635,0.0002931162,0.0008976878,0.0006565799,0.0009763397,0.02704368],"category_scores_gemma":[0.001364193,0.0001630758,0.0003763296,0.0006080293,0.0002986442,0.0006254212,0.0006154639,0.0009962133,0.006038695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005174034,"about_ca_system_score_gemma":0.0005659034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005368399,"about_ca_topic_score_gemma":0.005241004,"domain_scores_codex":[0.9998115,0.00003187681,0.000009026355,0.0000624787,0.00005440283,0.00003082911],"domain_scores_gemma":[0.999595,0.0001258707,0.00002344563,0.00004294237,0.0001793545,0.00003338023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002381247,0.0001074782,0.0005245846,0.0002341659,0.00004965423,0.0001351718,0.00002529761,0.260616,0.00666882,0.0464491,0.05259049,0.6323611],"study_design_scores_gemma":[0.00002020453,0.00007554726,0.0004691711,0.00003372598,0.00001525294,0.00005191322,0.000006833576,0.9587814,0.003330767,0.01643744,0.02076513,0.00001252792],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04494045,0.004667053,0.8170407,0.003352009,0.001815068,0.00009658909,0.002312801,0.006060455,0.1197149],"genre_scores_gemma":[0.5738804,0.003445866,0.1504707,0.0007375371,0.001085084,0.0001319251,0.003004727,0.0004318302,0.2668118],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02704368,"threshold_uncertainty_score":0.09047008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00846523416840763,"score_gpt":0.2045148325148063,"score_spread":0.1960495983463987,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}